All work

FiftyOne docs.
A modern Sphinx platform.

We modernized FiftyOne’s documentation infrastructure and reading experience, with a new Sphinx theme, search, and feedback collection.

Client
Voxel51
Year
2025
Service
Platform engineering
Stack
Sphinx 8, Python, Algolia DocSearch, PushFeedback, GitHub Actions
FiftyOne documentation rebuilt for Voxel51 with a custom Sphinx theme

The problem

The site ran Sphinx 3.5.4 with a PyTorch-derived theme. Dependency compatibility, search, and brand alignment needed attention before the system could move forward.

The platform

We upgraded the site to Sphinx 8, resolved extension compatibility, and implemented a custom theme around Voxel51’s brand. The work covered navigation, code presentation, API references, and mobile layouts.

Search and feedback

Algolia DocSearch connected readers to documentation across the site. PushFeedback added contextual feedback collection, and an automatically generated llms.txt exposed a structured documentation map.

The result

The team received an updated Sphinx implementation, a maintainable theme, and integrated search and feedback. Maintainers could use those signals to prioritize further documentation work.

TechDocs delivered a rapid and seamless upgrade of our legacy Sphinx implementation, enabling our team to concentrate on core business priorities rather than documentation infrastructure and maintenance.
Jimmy Guerrero · Chief Community Officer

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